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Crew 04 Live · ArightAI · listing-ready imagery

Five analyst agents brief the shoot. A render agent shoots it. A grader catches drift. An art-director signs off.

The Image Crew is the artwork team an e-commerce seller would otherwise hire — a brand strategist, a product analyst, a visual researcher, a creative director, a prompt engineer, an image-gen technician, a brand-fit grader, an art-director. We packed eight seats into one agent crew. It runs against your shop, your products and a locked brand reference set, and it ships the surfaces a listing actually needs: hero, lifestyle, infographic, feature shots, model photography, banners, ad creatives, short video.

The crew is live on the ArightAI platform across Shopee, TikTok Shop, Amazon, Tokopedia, Shopify and Lazada. The Image Crew is one of six sample crews wGrow has built; we'll build the seventh for whichever surface your business is bleeding margin into.

01 The shape

Five analysts read the shop. One render agent ships the frame. A grader and a person hold the line.

analyst pipeline

Three analysts run in parallel — Shop, Product, Visual Reference. A Creative Director synthesises. A Prompt Engineer ships the final prompt. Each analyst keeps memory in three tiers (core, long-term, short-term) so brand voice survives across hundreds of shots.

render + grade

The image agent renders three variations per shot against the brand reference set. The grader scores brand fit, colour accuracy, prop and anatomy integrity, marketplace-spec compliance. Anything below threshold is regenerated, not approved.

human gate

No set leaves the crew unreviewed. The art-director approves the anchor, signs off each surface, edits the shot list, or sends it back. Brand consistency is a person's call, not the model's.

ArightAI platform console — same five-agent analyst pipeline drives every output surface: Shops, Products, Photo Enhance, Model Craft, Hero Images, Lifestyle Photos, Infographics, Ad Creatives, Banner Craft, Video Craft.
fig. 01 · the craft stack same agent pipeline · ten output surfaces
02 The agent crew

Eight roles a seller would otherwise hire. One crew, narrow agents.

shop.analyst
Brand brief

Reads shop name, marketplace, region, description. Knows the visual conventions of the channel it ships into — Shopee/Lazada lean vibrant and badge-heavy, Amazon favours pure white, Shopify DTC leans premium minimal. Outputs a 3–5 bullet brand brief.

product.analyst
Product brief

Reads product name, description, specs, selling points. Categorises the treatment — electronics sleek, fashion aspirational, food warm, beauty luxurious — and pulls out the differentiators worth a shot. 3–5 bullets out.

visual-ref.analyst
Reference vision

Studies the seller's reference images with a vision model. Names the palette, lighting, textures, composition, mood. Flags blurry, underexposed or off-angle shots so they don't poison the brief downstream.

creative.director
Strategy + variations

Synthesises the three briefs into one creative strategy and writes a meaningfully different shot per variation — not just an angle change. Hero / lifestyle / infographic / ad each get their own treatment.

prompt.engineer
Final prompt

Converts the strategy into the precise image-gen prompt — composition, lighting, materials, quality markers, aspect ratio, overlays, resolution all baked in. No commentary out, just the prompt.

render.agent
Render against the anchor

Generates three variations per shot. Variants stay anchored to the same camera, lighting and look as the approved anchor. No surprise re-style between SKUs.

grader.agent
Drift removal

Brand fit, colour accuracy, anatomy and prop integrity, marketplace-spec compliance — all four scored. Below threshold goes back to render. Above threshold is packaged in marketplace-ready dimensions and formats.

art-director (human)
Signs off the set

Approves the anchor before any variant runs. Approves each surface before it ships. Edits the shot list, or sends it back. The crew does the work; a person owns the publish.

03 What it ships

Every surface a listing actually needs.

photo enhance
Raw to studio in three variants

Cluttered phone shot in. Pure white studio bg, soft key + fill + rim, three angle/lighting variants out. The crew preserves every label, logo, ingredient list, certification and barcode that's physically on the product — and removes only the digitally-added watermarks, seller overlays and price stickers. "When in doubt, keep the text" is in the prompt.

model craft
Models without a casting agency

Fifteen scene templates — white studio, fashion editorial, lifestyle casual, beach summer, evening glam, fitness sport, travel adventure, more. Optional face reference and outfit references. Gender, age, ethnicity, body type, pose, expression are all parameters, not ad-hoc retakes.

listing pack
Anchor first, then the set

One product brief in. The crew runs analysing → brief-ready → anchor-generating → anchor-review → generating-first → first-review → variations → complete. Default shape is 3 hero, 2 lifestyle, 4 infographic, 3 feature shots. Once the anchor is approved, every later shot stays in lock with it.

banner + ad + video
Ratios for every channel

Shop hero, promo, seasonal, platform-takeover banners in 16:9, 21:9, 4:1, 8:1, 1:1 and 9:16. Ad creatives styled per channel. Short product video for the surfaces that reward motion. One brief in, every aspect ratio out.

Photo Enhance: original cluttered product photo of a children's backpack on the left, three pure-white studio variations on the right with all product labels and design details preserved.
fig. 02 · photo enhance watermarks gone · labels intact
Lifestyle photography: a pet supplement brand shown across six lifestyle scenes — same model, same brand colourway, same lighting language, different scene per variation.
fig. 03 · lifestyle same brand · different scenes per variant
Infographic shots: three layouts of the same children's backpack with feature callouts, dimensions, materials and value-prop overlays. Same product hero, different infographic templates.
fig. 04 · infographic one selling point per shot · flat icons only
04 Upstream too

Before the camera, the same crew tells you what to make and where to sell it.

The artwork crew sits on top of an e-commerce research stack — product research, trend forecast, keyword research, competitor research, sentiment research, expansion opportunities, events & policies, GEO audit, scheduled re-runs. The same agentic pattern: narrow analyst agents, an editor, a verifier, an operator gate. The crew that designs your hero shot already knows which SKU is rising in which region this week and which keywords are still uncontested.

ArightAI Research console: nine market-intelligence modules — Product Research, Trend Forecast, Keywords Research, Expansion Opportunities, Competitors Research, Sentiment Research, Events & Policies, GEO Audit, Schedules.
fig. 05 · research stack nine modules · same agentic pattern
05 Brand-locked, marketplace-ready

Anchor first. Variants stay locked. Channel rules baked in.

  1. The anchor approves before the set runs. The first hero shot is graded and signed off as the brand reference. Every later shot — lifestyle, infographic, feature, ad, banner — is generated against that anchor, not against the original product photo. Style drift between SKUs is what we kill here.
  2. Marketplace conventions are part of the prompt. Shopee and Lazada listings get vibrant, badge-heavy treatment. Amazon listings get pure-white-bg compliance. TikTok Shop gets motion-friendly framing. Shopify DTC gets premium minimal. The shop-analyst agent picks the register before the render runs.
  3. Output specs are dimensions, not vibes. Aspect ratio, resolution, file weight and file format are all enforced at the grader. A frame that looks beautiful but fails the marketplace spec doesn't ship.
  4. Memory is per-tenant, per-brand. Brand voice, visual preferences, product patterns, creative insights and quality feedback live with the agent across sessions, in three tiers. Your brand's reference set is not someone else's training data.
  5. Six channels, one crew. The platform ships into Shopee, TikTok Shop, Amazon, Tokopedia, Shopify and Lazada. Same agent crew, same brand reference set across all of them; the publish-side plumbing varies per channel, the artwork standard does not.
06 What we won't ship

Refusals, on the record.

  • No invented certifications. If a product label, badge or compliance mark isn't physically on the product photo, the crew won't add one to make the shot look more credible.
  • No erased product text. Real product labels, ingredient lists, model numbers and care instructions stay legible. The crew removes only the digitally-added watermarks and seller overlays.
  • No hero shots from behind. Hero is front or three-quarter front, full stop. Rear angles belong in feature shots, not on the listing card.
  • No fake people for testimonial inserts. The crew renders product photography and lifestyle scenes; it does not fabricate quoted-customer headshots or testimonial cards.
  • No publish without sign-off. The art-director gate is non-skippable — agents propose, a person ships.
07 Reusable pattern

Cut your artwork bill, not your brand standard.

Hero, lifestyle, infographic, feature shot, model photography, banner, ad, short video — across every SKU you carry, rendered against a locked brand reference set, signed off by an art-director instead of a stock-photo licence. The Image Crew is one of six sample crews wGrow has built; the others on this site cover business development, long-form articles, water-treatment ops, product selection and finance. We can build the seventh for you.

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